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Code Issues Actions 6 Packages Projects Releases Wiki Activity

Fix: Make ChromaDB imports lazy to prevent SQLite3 version check on import (fixes #2682)

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Co-Authored-By: Joe Moura <joao@crewai.com>
This commit is contained in:
Devin AI
2025-04-24 10:18:03 +00:00
parent 685d20f46c
commit 4434481f03
6 changed files with 446 additions and 1569 deletions
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33
src/crewai/knowledge/storage/knowledge_storage.py
View File

@@ -4,13 +4,15 @@ import io
import logging import logging
import os import os
import shutil import shutil
from typing import Any, Dict, List, Optional, Union from typing import Any, Dict, List, Optional, Union, cast, TYPE_CHECKING
import chromadb # Type checking imports that don't cause runtime imports
import chromadb.errors if TYPE_CHECKING:
from chromadb.api import ClientAPI import chromadb
from chromadb.api.types import OneOrMany import chromadb.errors
from chromadb.config import Settings from chromadb.api import ClientAPI
from chromadb.api.types import OneOrMany
from chromadb.config import Settings
from crewai.knowledge.storage.base_knowledge_storage import BaseKnowledgeStorage from crewai.knowledge.storage.base_knowledge_storage import BaseKnowledgeStorage
from crewai.utilities import EmbeddingConfigurator from crewai.utilities import EmbeddingConfigurator
@@ -43,9 +45,9 @@ class KnowledgeStorage(BaseKnowledgeStorage):
search efficiency. search efficiency.
""" """
collection: Optional[chromadb.Collection] = None collection: Optional[Any] = None
collection_name: Optional[str] = "knowledge" collection_name: Optional[str] = "knowledge"
app: Optional[ClientAPI] = None app: Optional[Any] = None
def __init__( def __init__(
self, self,
@@ -84,6 +86,10 @@ class KnowledgeStorage(BaseKnowledgeStorage):
raise Exception("Collection not initialized") raise Exception("Collection not initialized")
def initialize_knowledge_storage(self): def initialize_knowledge_storage(self):
# Import chromadb here to avoid importing at module level
import chromadb
from chromadb.config import Settings
base_path = os.path.join(db_storage_path(), "knowledge") base_path = os.path.join(db_storage_path(), "knowledge")
chroma_client = chromadb.PersistentClient( chroma_client = chromadb.PersistentClient(
path=base_path, path=base_path,
@@ -109,6 +115,10 @@ class KnowledgeStorage(BaseKnowledgeStorage):
raise Exception("Failed to create or get collection") raise Exception("Failed to create or get collection")
def reset(self): def reset(self):
# Import chromadb here to avoid importing at module level
import chromadb
from chromadb.config import Settings
base_path = os.path.join(db_storage_path(), KNOWLEDGE_DIRECTORY) base_path = os.path.join(db_storage_path(), KNOWLEDGE_DIRECTORY)
if not self.app: if not self.app:
self.app = chromadb.PersistentClient( self.app = chromadb.PersistentClient(
@@ -126,6 +136,11 @@ class KnowledgeStorage(BaseKnowledgeStorage):
documents: List[str], documents: List[str],
metadata: Optional[Union[Dict[str, Any], List[Dict[str, Any]]]] = None, metadata: Optional[Union[Dict[str, Any], List[Dict[str, Any]]]] = None,
): ):
# Import chromadb here to avoid importing at module level
import chromadb
import chromadb.errors
from chromadb.api.types import OneOrMany
if not self.collection: if not self.collection:
raise Exception("Collection not initialized") raise Exception("Collection not initialized")
@@ -156,7 +171,7 @@ class KnowledgeStorage(BaseKnowledgeStorage):
filtered_ids.append(doc_id) filtered_ids.append(doc_id)
# If we have no metadata at all, set it to None # If we have no metadata at all, set it to None
final_metadata: Optional[OneOrMany[chromadb.Metadata]] = ( final_metadata: Optional[OneOrMany['chromadb.Metadata']] = (
None if all(m is None for m in filtered_metadata) else filtered_metadata None if all(m is None for m in filtered_metadata) else filtered_metadata
) )

9
src/crewai/memory/storage/rag_storage.py
View File

@@ -4,9 +4,11 @@ import logging
import os import os
import shutil import shutil
import uuid import uuid
from typing import Any, Dict, List, Optional from typing import Any, Dict, List, Optional, TYPE_CHECKING
from chromadb.api import ClientAPI # Type checking imports that don't cause runtime imports
if TYPE_CHECKING:
from chromadb.api import ClientAPI
from crewai.memory.storage.base_rag_storage import BaseRAGStorage from crewai.memory.storage.base_rag_storage import BaseRAGStorage
from crewai.utilities import EmbeddingConfigurator from crewai.utilities import EmbeddingConfigurator
@@ -37,7 +39,7 @@ class RAGStorage(BaseRAGStorage):
search efficiency. search efficiency.
""" """
app: ClientAPI | None = None app: Optional[Any] = None
def __init__( def __init__(
self, type, allow_reset=True, embedder_config=None, crew=None, path=None self, type, allow_reset=True, embedder_config=None, crew=None, path=None
@@ -60,6 +62,7 @@ class RAGStorage(BaseRAGStorage):
self.embedder_config = configurator.configure_embedder(self.embedder_config) self.embedder_config = configurator.configure_embedder(self.embedder_config)
def _initialize_app(self): def _initialize_app(self):
# Import chromadb here to avoid importing at module level
import chromadb import chromadb
from chromadb.config import Settings from chromadb.config import Settings

21
src/crewai/utilities/embedding_configurator.py
View File

@@ -1,8 +1,10 @@
import os import os
from typing import Any, Dict, Optional, cast from typing import Any, Dict, Optional, cast, TYPE_CHECKING
from chromadb import Documents, EmbeddingFunction, Embeddings # Type checking imports that don't cause runtime imports
from chromadb.api.types import validate_embedding_function if TYPE_CHECKING:
from chromadb import Documents, EmbeddingFunction, Embeddings
from chromadb.api.types import EmbeddingFunction
class EmbeddingConfigurator: class EmbeddingConfigurator:
@@ -24,8 +26,12 @@ class EmbeddingConfigurator:
def configure_embedder( def configure_embedder(
self, self,
embedder_config: Optional[Dict[str, Any]] = None, embedder_config: Optional[Dict[str, Any]] = None,
) -> EmbeddingFunction: ) -> 'EmbeddingFunction':
"""Configures and returns an embedding function based on the provided config.""" """Configures and returns an embedding function based on the provided config."""
# Import here to avoid importing chromadb at module level
from chromadb import EmbeddingFunction
from chromadb.api.types import validate_embedding_function
if embedder_config is None: if embedder_config is None:
return self._create_default_embedding_function() return self._create_default_embedding_function()
@@ -182,6 +188,9 @@ class EmbeddingConfigurator:
"IBM Watson dependencies are not installed. Please install them to use Watson embedding." "IBM Watson dependencies are not installed. Please install them to use Watson embedding."
) from e ) from e
# Import chromadb types here to avoid importing at module level
from chromadb import Documents, Embeddings, EmbeddingFunction
class WatsonEmbeddingFunction(EmbeddingFunction): class WatsonEmbeddingFunction(EmbeddingFunction):
def __call__(self, input: Documents) -> Embeddings: def __call__(self, input: Documents) -> Embeddings:
if isinstance(input, str): if isinstance(input, str):
@@ -212,6 +221,10 @@ class EmbeddingConfigurator:
@staticmethod @staticmethod
def _configure_custom(config): def _configure_custom(config):
# Import here to avoid importing chromadb at module level
from chromadb import EmbeddingFunction
from chromadb.api.types import validate_embedding_function
custom_embedder = config.get("embedder") custom_embedder = config.get("embedder")
if isinstance(custom_embedder, EmbeddingFunction): if isinstance(custom_embedder, EmbeddingFunction):
try: try:

1467
tests/crew_test.py
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File diff suppressed because it is too large Load Diff

47
tests/utilities/test_embedding_configurator.py Normal file
View File

@@ -0,0 +1,47 @@
import importlib
import sys
from unittest.mock import patch, MagicMock
import pytest
class TestEmbeddingConfiguratorImports:
"""Test that ChromaDB is not imported at module level."""
def test_no_chromadb_import_at_module_level(self):
"""Test that chromadb is not imported when the module is imported."""
for module_name in list(sys.modules.keys()):
if module_name.startswith('crewai.utilities.embedding_configurator'):
del sys.modules[module_name]
mock_chromadb = MagicMock()
chromadb_imported = [False]
def mock_import(name, *args, **kwargs):
if name == 'chromadb':
chromadb_imported[0] = True
return mock_chromadb
return importlib.__import__(name, *args, **kwargs)
with patch('builtins.__import__', side_effect=mock_import):
from crewai.utilities import embedding_configurator
assert not chromadb_imported[0], "chromadb was imported at module level"
def test_chromadb_import_in_configure_embedder(self):
"""Test that chromadb is imported when configure_embedder is called."""
for module_name in list(sys.modules.keys()):
if module_name.startswith('crewai.utilities.embedding_configurator'):
del sys.modules[module_name]
from crewai.utilities.embedding_configurator import EmbeddingConfigurator
mock_chromadb = MagicMock()
def mock_import(name, *args, **kwargs):
if name == 'chromadb':
raise ImportError("Mock import error for chromadb")
return importlib.__import__(name, *args, **kwargs)
with patch('builtins.__import__', side_effect=mock_import):
with pytest.raises(ImportError, match="Mock import error for chromadb"):
EmbeddingConfigurator().configure_embedder()

438
uv.lock generated
View File

@@ -1,32 +1,18 @@
version = 1 version = 1
revision = 1
requires-python = ">=3.10, <3.13" requires-python = ">=3.10, <3.13"
resolution-markers = [ resolution-markers = [
"python_full_version < '3.11' and platform_python_implementation == 'PyPy' and sys_platform == 'darwin'", "python_full_version < '3.11' and sys_platform == 'darwin'",
"python_full_version < '3.11' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'", "python_full_version < '3.11' and platform_machine == 'aarch64' and sys_platform == 'linux'",
"python_version < '0'", "(python_full_version < '3.11' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version < '3.11' and sys_platform != 'darwin' and sys_platform != 'linux')",
"python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'", "python_full_version == '3.11.*' and sys_platform == 'darwin'",
"python_full_version < '3.11' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'", "python_full_version == '3.11.*' and platform_machine == 'aarch64' and sys_platform == 'linux'",
"(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_python_implementation == 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')", "(python_full_version == '3.11.*' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version == '3.11.*' and sys_platform != 'darwin' and sys_platform != 'linux')",
"(python_full_version < '3.11' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux') or (python_full_version < '3.11' and platform_python_implementation != 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')", "python_full_version >= '3.12' and python_full_version < '3.12.4' and sys_platform == 'darwin'",
"python_full_version == '3.11.*' and platform_python_implementation == 'PyPy' and sys_platform == 'darwin'", "python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and sys_platform == 'linux'",
"python_full_version == '3.11.*' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'", "(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and sys_platform != 'darwin' and sys_platform != 'linux')",
"python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'", "python_full_version >= '3.12.4' and sys_platform == 'darwin'",
"python_full_version == '3.11.*' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'", "python_full_version >= '3.12.4' and platform_machine == 'aarch64' and sys_platform == 'linux'",
"(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux') or (python_full_version == '3.11.*' and platform_python_implementation == 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')", "(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and sys_platform == 'linux') or (python_full_version >= '3.12.4' and sys_platform != 'darwin' and sys_platform != 'linux')",
"(python_full_version == '3.11.*' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux') or (python_full_version == '3.11.*' and platform_python_implementation != 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
"python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation == 'PyPy' and sys_platform == 'darwin'",
"python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'",
"python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'",
"python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'",
"(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation == 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
"(python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux') or (python_full_version >= '3.12' and python_full_version < '3.12.4' and platform_python_implementation != 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
"python_full_version >= '3.12.4' and platform_python_implementation == 'PyPy' and sys_platform == 'darwin'",
"python_full_version >= '3.12.4' and platform_python_implementation != 'PyPy' and sys_platform == 'darwin'",
"python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux'",
"python_full_version >= '3.12.4' and platform_machine == 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux'",
"(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation == 'PyPy' and sys_platform == 'linux') or (python_full_version >= '3.12.4' and platform_python_implementation == 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
"(python_full_version >= '3.12.4' and platform_machine != 'aarch64' and platform_python_implementation != 'PyPy' and sys_platform == 'linux') or (python_full_version >= '3.12.4' and platform_python_implementation != 'PyPy' and sys_platform != 'darwin' and sys_platform != 'linux')",
] ]
[[package]] [[package]]
@@ -128,18 +114,6 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/76/ac/a7305707cb852b7e16ff80eaf5692309bde30e2b1100a1fcacdc8f731d97/aiosignal-1.3.1-py3-none-any.whl", hash = "sha256:f8376fb07dd1e86a584e4fcdec80b36b7f81aac666ebc724e2c090300dd83b17", size = 7617 }, { url = "https://files.pythonhosted.org/packages/76/ac/a7305707cb852b7e16ff80eaf5692309bde30e2b1100a1fcacdc8f731d97/aiosignal-1.3.1-py3-none-any.whl", hash = "sha256:f8376fb07dd1e86a584e4fcdec80b36b7f81aac666ebc724e2c090300dd83b17", size = 7617 },
] ]
[[package]]
name = "aisuite"
version = "0.1.10"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "httpx" },
]
sdist = { url = "https://files.pythonhosted.org/packages/6a/9d/c7a8a76abb9011dd2bc9a5cb8ffa8231640e20bbdae177ce9ab6cb67c66c/aisuite-0.1.10.tar.gz", hash = "sha256:170e62d4c91fecb22e82a04e058154a111cef473681171e5df7346272e77f414", size = 29052 }
wheels = [
{ url = "https://files.pythonhosted.org/packages/58/c2/9a34a01516de107e5f9406dbfd319b6004340708101d67fa107373da4058/aisuite-0.1.10-py3-none-any.whl", hash = "sha256:c8510ebe38d6546b6a06819171e201fcaf0bf9ae020ffcfe19b6bd90430781ad", size = 43984 },
]
[[package]] [[package]]
name = "alembic" name = "alembic"
version = "1.13.3" version = "1.13.3"
@@ -566,14 +540,14 @@ wheels = [
[[package]] [[package]]
name = "click" name = "click"
version = "8.1.8" version = "8.1.7"
source = { registry = "https://pypi.org/simple" } source = { registry = "https://pypi.org/simple" }
dependencies = [ dependencies = [
{ name = "colorama", marker = "sys_platform == 'win32'" }, { name = "colorama", marker = "sys_platform == 'win32'" },
] ]
sdist = { url = "https://files.pythonhosted.org/packages/b9/2e/0090cbf739cee7d23781ad4b89a9894a41538e4fcf4c31dcdd705b78eb8b/click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a", size = 226593 } sdist = { url = "https://files.pythonhosted.org/packages/96/d3/f04c7bfcf5c1862a2a5b845c6b2b360488cf47af55dfa79c98f6a6bf98b5/click-8.1.7.tar.gz", hash = "sha256:ca9853ad459e787e2192211578cc907e7594e294c7ccc834310722b41b9ca6de", size = 336121 }
wheels = [ wheels = [
{ url = "https://files.pythonhosted.org/packages/7e/d4/7ebdbd03970677812aac39c869717059dbb71a4cfc033ca6e5221787892c/click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2", size = 98188 }, { url = "https://files.pythonhosted.org/packages/00/2e/d53fa4befbf2cfa713304affc7ca780ce4fc1fd8710527771b58311a3229/click-8.1.7-py3-none-any.whl", hash = "sha256:ae74fb96c20a0277a1d615f1e4d73c8414f5a98db8b799a7931d1582f3390c28", size = 97941 },
] ]
[[package]] [[package]]
@@ -620,7 +594,7 @@ wheels = [
[[package]] [[package]]
name = "crewai" name = "crewai"
version = "0.114.0" version = "0.86.0"
source = { editable = "." } source = { editable = "." }
dependencies = [ dependencies = [
{ name = "appdirs" }, { name = "appdirs" },
@@ -630,7 +604,6 @@ dependencies = [
{ name = "click" }, { name = "click" },
{ name = "instructor" }, { name = "instructor" },
{ name = "json-repair" }, { name = "json-repair" },
{ name = "json5" },
{ name = "jsonref" }, { name = "jsonref" },
{ name = "litellm" }, { name = "litellm" },
{ name = "openai" }, { name = "openai" },
@@ -652,15 +625,9 @@ dependencies = [
agentops = [ agentops = [
{ name = "agentops" }, { name = "agentops" },
] ]
aisuite = [
{ name = "aisuite" },
]
docling = [ docling = [
{ name = "docling" }, { name = "docling" },
] ]
embeddings = [
{ name = "tiktoken" },
]
fastembed = [ fastembed = [
{ name = "fastembed" }, { name = "fastembed" },
] ]
@@ -693,8 +660,8 @@ dev = [
{ name = "pre-commit" }, { name = "pre-commit" },
{ name = "pytest" }, { name = "pytest" },
{ name = "pytest-asyncio" }, { name = "pytest-asyncio" },
{ name = "pytest-recording" },
{ name = "pytest-subprocess" }, { name = "pytest-subprocess" },
{ name = "pytest-vcr" },
{ name = "python-dotenv" }, { name = "python-dotenv" },
{ name = "ruff" }, { name = "ruff" },
] ]
@@ -702,27 +669,25 @@ dev = [
[package.metadata] [package.metadata]
requires-dist = [ requires-dist = [
{ name = "agentops", marker = "extra == 'agentops'", specifier = ">=0.3.0" }, { name = "agentops", marker = "extra == 'agentops'", specifier = ">=0.3.0" },
{ name = "aisuite", marker = "extra == 'aisuite'", specifier = ">=0.1.10" },
{ name = "appdirs", specifier = ">=1.4.4" }, { name = "appdirs", specifier = ">=1.4.4" },
{ name = "auth0-python", specifier = ">=4.7.1" }, { name = "auth0-python", specifier = ">=4.7.1" },
{ name = "blinker", specifier = ">=1.9.0" }, { name = "blinker", specifier = ">=1.9.0" },
{ name = "chromadb", specifier = ">=0.5.23" }, { name = "chromadb", specifier = ">=0.5.23" },
{ name = "click", specifier = ">=8.1.7" }, { name = "click", specifier = ">=8.1.7" },
{ name = "crewai-tools", marker = "extra == 'tools'", specifier = "~=0.40.1" }, { name = "crewai-tools", marker = "extra == 'tools'", specifier = ">=0.17.0" },
{ name = "docling", marker = "extra == 'docling'", specifier = ">=2.12.0" }, { name = "docling", marker = "extra == 'docling'", specifier = ">=2.12.0" },
{ name = "fastembed", marker = "extra == 'fastembed'", specifier = ">=0.4.1" }, { name = "fastembed", marker = "extra == 'fastembed'", specifier = ">=0.4.1" },
{ name = "instructor", specifier = ">=1.3.3" }, { name = "instructor", specifier = ">=1.3.3" },
{ name = "json-repair", specifier = ">=0.25.2" }, { name = "json-repair", specifier = ">=0.25.2" },
{ name = "json5", specifier = ">=0.10.0" },
{ name = "jsonref", specifier = ">=1.1.0" }, { name = "jsonref", specifier = ">=1.1.0" },
{ name = "litellm", specifier = "==1.60.2" }, { name = "litellm", specifier = ">=1.44.22" },
{ name = "mem0ai", marker = "extra == 'mem0'", specifier = ">=0.1.29" }, { name = "mem0ai", marker = "extra == 'mem0'", specifier = ">=0.1.29" },
{ name = "openai", specifier = ">=1.13.3" }, { name = "openai", specifier = ">=1.13.3" },
{ name = "openpyxl", specifier = ">=3.1.5" }, { name = "openpyxl", specifier = ">=3.1.5" },
{ name = "openpyxl", marker = "extra == 'openpyxl'", specifier = ">=3.1.5" }, { name = "openpyxl", marker = "extra == 'openpyxl'", specifier = ">=3.1.5" },
{ name = "opentelemetry-api", specifier = ">=1.30.0" }, { name = "opentelemetry-api", specifier = ">=1.22.0" },
{ name = "opentelemetry-exporter-otlp-proto-http", specifier = ">=1.30.0" }, { name = "opentelemetry-exporter-otlp-proto-http", specifier = ">=1.22.0" },
{ name = "opentelemetry-sdk", specifier = ">=1.30.0" }, { name = "opentelemetry-sdk", specifier = ">=1.22.0" },
{ name = "pandas", marker = "extra == 'pandas'", specifier = ">=2.2.3" }, { name = "pandas", marker = "extra == 'pandas'", specifier = ">=2.2.3" },
{ name = "pdfplumber", specifier = ">=0.11.4" }, { name = "pdfplumber", specifier = ">=0.11.4" },
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